A New Random Forest Algorithm Based on Learning Automata

Table 2

Details of textual data used for evaluation.

Domain	Name	# Feature	# Instance
Text	Stanford—Sentiment 140 corpus [106]	Bag of word	1600000
	Large dataset of movie reviews [107]	Bag of word	50000
	Sentence polarity dataset v1.0 [108]	Bag of word	10662
	Internet movie database [105]	Bag of word	1400
	Yelp review [105]	Bag of word	598000
	Amazon review [105]	Bag of word	1000000
Healthcare	Heart disease dataset [105]	13	200
	Breast cancer dataset [105]	30	569
	Arrhythmia dataset [105]	279	454
	Parkinson dataset [105]	45	241
	Caesarean section dataset [105]	5	81
	Gene expression dataset [105]	255	801
	Diabetes dataset [105]	7	765
	Statlog (heart) dataset [105]	13	271
Physical	Ionosphere dataset [105]	34	352
	Sonar, mines vs. rocks dataset [105]	60	208
Sound	Voice dataset [105]	20	3168
	Emotions from music dataset [105]	28	592